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30 Agents Every AI Engineer Must Build
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One of the most ambitious designs in artificial intelligence is the General Problem Solver, which unlike specialized agents that are confined to narrow domains, is designed to reason broadly, transfer knowledge between contexts, and develop new strategies for problems it has never encountered before. Its purpose is not to achieve optimal performance in one specific area but to establish a foundation for generalized reasoning and flexible problem-solving.
A General Problem Solver operates on the principle of meta-reasoning, or the ability to reason about its own reasoning process. Instead of following a fixed set of rules, it evaluates its approach dynamically, identifies gaps in logic or knowledge, and refines its strategy. For instance, when faced with a novel engineering or diagnostic problem, the General Problem Solver agent decomposes it into smaller subgoals, chooses suitable reasoning or learning techniques, and iteratively updates its plan based...